evaluation
Skill0 starsChanged 26 days agoMITView on GitHub
A scorecard measures the deliverable against eight weighted criteria. Spec quality checklists are reviewer-owned. "Seems right" is not a verdict. Pass threshold: weighted score >= 2.0 and no criterion at 0. NOT for rewriting specs (reviewer checklist) or for implementing code. The CLI is always npx cc-codeconductor. openspec analyze can auto-suggest acceptance / tests on --from-diff. Archive needs PASS when review is required. Outcomes append to .codeconductor/evaluation/outcomes.jsonl. - [ ] Scorecard created from diff (or explicit scores) - [ ]…
22 other projects use a version of this.
Adopted by
Most recently taken up by
- docxology/templatetheir own version, first seen Oct 30, 2026
- AbdelrhmanAlquran/claude-skillstheir own version, first seen Oct 20, 2026
- xfstudio/skillstheir own version, first seen Oct 13, 2026
- brake71/1c-ssl-skillstheir own version, first seen Oct 13, 2026
- NVIDIA/Model-Optimizertheir own version, first seen Oct 13, 2026
- BrendenKennedy/claude-for-ai-platformstheir own version, first seen Oct 13, 2026
Used with
Projects with it also use bdi-mental-states, hosted-agents and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
Downey6689Skillbdi-mental-states
Transforms external RDF context into BDI mental states. Invoke when modeling beliefs, desires, and intentions.
Also in 5 projects that use this
Downey6689Skillhosted-agents
Guidance for hosted/sandboxed agents. Invoke when running background agents in isolated VMs or multi-client setups.
Also in 5 projects that use this
DVwebBiz11Skillself-improvement-loops
This skill should be used when the harness, scaffold, workflow, or optimizer itself is the optimization target: recursive self-improvement (RSI) loops, meta-harnesses, self-improving harnesses that mine their own failures and propose bounded edits, evolutionary or population-based search over agent scaffolds, acceptance gates for self-modifying systems, and agentic context evolution where the mechanism that produces context is versioned and evolved. Route governance of a single autonomous loop (locked surfaces, durable logs, rollback, novelty gates, approval boundaries) to harness-engineering, measurement and quality-gate design to evaluation, judge design to advanced-evaluation, and remote sandbox infrastructure to hosted-agents.
Also in 4 projects that use this
mjunaidcaSkillbuilding-chatgpt-apps
Guides creation of ChatGPT Apps with interactive widgets using OpenAI Apps SDK and MCP servers. Use when building ChatGPT custom apps with visual UI components, embedded widgets, or rich interactive experiences. Covers widget architecture, MCP server setup with FastMCP, response metadata, and Developer Mode configuration. NOT when building standard MCP servers without widgets (use building-mcp-servers skill instead).
Also in 4 projects that use this
mjunaidcaSkillbuilding-chat-interfaces
Build AI chat interfaces with custom backends, authentication, and context injection. Use when integrating chat UI with AI agents, adding auth to chat, injecting user/page context, or implementing httpOnly cookie proxies. Covers ChatKitServer, useChatKit, and MCP auth patterns. NOT when building simple chatbots without persistence or custom agent integration.
Also in 4 projects that use this
- +7 more from mjunaidca
Other versions22 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 22
- muratcankoylan/Agent-Skills-for-Context-Engineering★ 18ksame name
- NVIDIA/TensorRT-Model-Optimizer★ 5.6ksame name
- NVIDIA/Model-Optimizer★ 5.6ksame name
- PrimeIntellect-ai/research-environments★ 138same name
- brake71/1c-ssl-skills★ 85same name
- mjunaidca/mjs-agent-skills★ 27same name
- docxology/template★ 23same name
- AbdullahMalik17/Digital-FTE★ 12same name
- AbdullahMalik17/Hacathan_5★ 9same name
- AbdullahMalik17/My_skills★ 9same name
12 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository219 other files it gives its agents.
- .agents/AGENTS.mdAGENTS.md
- AGENTS.mdAGENTS.md
- .claude/CLAUDE.mdCLAUDE.md
- CLAUDE.mdCLAUDE.md
- .cursor/rules/behavioral-discipline.mdcCursor rule
- .cursor/rules/context-budget.mdcCursor rule
- .cursor/rules/orchestration.mdcCursor rule
- .cursor/rules/yagni-stdlib.mdcCursor rule
- androidSkill
- android-ui-designSkill
- api-versioningSkill
- astroSkill
- auth-token-inspectorSkill
- backlogSkill
- cc-api-contractSkill
- cc-db-migrationSkill
- cc-featureSkill
- cc-fixSkill
- cc-pagespeedSkill
- cc-refactorSkill
- cc-reviewSkill
- cc-spec-mutationSkill
- cc-tdd-cycleSkill
- cc-test-planSkill
- code-reviewSkill
- commitSkill
- conductor-setupSkill
- councilSkill
- database-migrationsSkill
- django-ormSkill
- django-testingSkill
- django-uvSkill
- drizzle-schema-architectSkill
- fastapi-pydantic-strictSkill
- find-skillsSkill
- jpa-nplusone-detectorSkill
- jpa-postgresSkill
- laravel-specialistSkill
- livewire-alpine-bridgeSkill
- multi-agent-orchestrationSkill
- nextjs-typescriptSkill
- openspecSkill
- pagespeed-insightsSkill
- pagespeed-perfSkill
- php-proSkill
- python-django-stackSkill
- python-fastapi-stackSkill
- pythonSkill
- rust-asyncSkill
- rust-engineeringSkill
- rust-sqlxSkill
- security-ai-llmSkill
- security-blue-teamSkill
- security-cloudSkill
- security-cryptoSkill
- security-exploit-devSkill
- security-grcSkill
- security-incident-responseSkill
- security-log-analysisSkill
- security-malware-analysisSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 0 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 21 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 20
After implement/review, before openspec archive
“Common” is measured: kept by at least 6 in 10 of the 21 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Evaluation
Overview
A scorecard measures the deliverable against eight weighted criteria. Spec quality checklists are reviewer-owned. "Seems right" is not a verdict.
Pass threshold: weighted score >= 2.0 and no criterion at 0.
When to Use
- After implement/review, before
openspec archive - Comparing models or prompt versions
- Proving the workflow tools still work (
suite-run)
NOT for rewriting specs (reviewer checklist) or for implementing code.
Process
The CLI is always npx cc-codeconductor.
scorecard create --task BC-001 --from-diff
scorecard record --task BC-001 --verdict PASS --score 2.5
scorecard list | aggregate | models | regression | matrix | compare-models
scorecard prompt-diff 0.4.0 0.5.0 --agent architect
scorecard experiment start --suite harness-v1
scorecard suite-run --suite workflow-gates
scorecard suite-run --suite hook-guardrails
scorecard suite-run --suite scorecard-signalsopenspec analyze can auto-suggest acceptance / tests on --from-diff.
Archive needs PASS when review is required.
Outcomes append to .codeconductor/evaluation/outcomes.jsonl.
Common Rationalizations
| Rationalization | Reality |
| I'll fill the scorecard by hand without a diff | Use --from-diff and runner evidence. |
| Suites are optional toys | suite-run is the workflow tool that proves gates. |
| Handmade TDD JSON is fine | The runner rejects it. |
Red Flags
- PASS with a criterion at 0
- Archive without a recorded scorecard when review is required
- Declaring the workflow ready without
suite-runorscorecard record
Verification
- Scorecard created from diff (or explicit scores)
- Verdict PASS / REVISE / REJECT recorded
- For process changes:
scorecard suite-run --suite hook-guardrails(andworkflow-gates/scorecard-signalswhen those gates changed)
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

